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scikit-learn-contrib / MAPIE

A scikit-learn-compatible module to estimate prediction intervals and control risks based on conformal predictions.
https://mapie.readthedocs.io/en/latest/
BSD 3-Clause "New" or "Revised" License
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Citation /bib file #394

Closed Ciaran1981 closed 6 months ago

Ciaran1981 commented 6 months ago

Is there a preferred citation for the use of this library? I plan to cite it in a paper...

thibaultcordier commented 6 months ago

To date, we do not offer direct citations for the MAPIE project on GitHub, but we have published two scientific papers presenting the MAPIE project, the latest at the COPA 2023 conference (see this link and the paper):

@inproceedings{cordier2023flexible,
  title={Flexible and Systematic Uncertainty Estimation with Conformal Prediction via the MAPIE library},
  author={Cordier, Thibault and Blot, Vincent and Lacombe, Louis and Morzadec, Thomas and Capitaine, Arnaud and Brunel, Nicolas},
  booktitle={Conformal and Probabilistic Prediction with Applications},
  pages={549--581},
  year={2023},
  organization={PMLR}
}
@article{taquet2022mapie,
  title={MAPIE: an open-source library for distribution-free uncertainty quantification},
  author={Taquet, Vianney and Blot, Vincent and Morzadec, Thomas and Lacombe, Louis and Brunel, Nicolas},
  journal={arXiv preprint arXiv:2207.12274},
  year={2022}
}
thibaultcordier commented 6 months ago

Interesting! It is possible to add a quote from a paper using the GitHub tool: https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-citation-files

Ciaran1981 commented 6 months ago

Excellent thanks again - handy to know about the github tool